Deep Learning Foundations: Natural Language Processing with TensorFlow

Offered By: LinkedIn Learning

Tags

Deep Learning Courses TensorFlow Courses Sentiment Analysis Courses Text Classification Courses Word Embeddings Courses Text Generation Courses

Course Description

Overview

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Learn foundational deep learning techniques to classify, predict, and generate text using different neural networks.

Syllabus

Introduction

Leveraging deep learning for natural language processing

1. Getting Started with NLP

Introduction to natural language processing
Introduction to word encodings
Tokenization using TensorFlow
Padding the sequences
Challenge: Recognizing sarcasm in the text
Solution: Recognizing sarcasm in the text

2. Text Classification

Introduction to word embeddings
Classifying movie reviews using TensorFlow
Projecting vectors using TensorFlow
Building a text classifier
Challenge: Text classification
Solution: Text classification

3. Classification with RNNs and LSTMs

Introduction to RNNs
Implementing LSTMs with TensorFlow
Improving your movie review classifier
Challenge: Yelp review classifier
Solution: Yelp review classifier

4. Text Generation with RNNs

Introduction to text generation
Predicting the next word
Challenge: Generate poetry
Solution: Generate poetry

Conclusion

Learning more about NLP with TensorFlow

Taught by

Harshit Tyagi

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